{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Generating Abnormal 12-leads ECG\n",
    "\n",
    "This example can be referenced by [citing the package](https://github.com/neuropsychology/NeuroKit#citation)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import neurokit2 as nk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [],
   "source": [
    "# Note: this cell is hidden using the \"remove-input\" tag\n",
    "# Make bigger images\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.figsize'] = [15, 5]  \n",
    "plt.rcParams['font.size']= 14"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Normal Multi-lead ECG\n",
    "\n",
    "We can generate a normal multi-lead ECG signal with the following code:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ecg12 = nk.ecg_simulate(duration=10, method=\"multileads\")\n",
    "\n",
    "# Visualize results\n",
    "ecg12[0:10000].plot(subplots=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Abnormal Multi-lead ECG\n",
    "\n",
    "Abnormal ECG can be generated by modifying the simulation parameters. We will draw random parameters from a distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x360 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Normal parameters (used by default)\n",
    "# ===================================\n",
    "# t, the starting position along the circle of each interval in radius\n",
    "ti = np.array((-70, -15, 0, 15, 100))\n",
    "# a, the amplitude of each spike\n",
    "ai = np.array((1.2, -5, 30, -7.5, 0.75))\n",
    "# b, the width of each spike\n",
    "bi = np.array((0.25, 0.1, 0.1, 0.1, 0.4))\n",
    "\n",
    "# Add noise\n",
    "# ===============\n",
    "ti = np.random.normal(ti, np.ones(5) * 3)\n",
    "ai = np.random.normal(ai, np.abs(ai / 5))\n",
    "bi = np.random.normal(bi, np.abs(bi / 5))\n",
    "\n",
    "ecg12 = nk.ecg_simulate(duration=10, method=\"multileads\", ti=ti, ai=ai, bi=bi)\n",
    "\n",
    "# Visualize results\n",
    "ecg12[0:10000].plot(subplots=True);"
   ]
  },
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explanation\n",
    "\n",
    "\n",
    "For a better understanding of the above parameters, please read the following.\n",
    "\n",
    "![](table.png)\n",
    "\n",
    "We can see from the above table that each interval in the 3D trajectory can be fixed by 3 parameters:\n",
    "\n",
    "- `ti`: The starting position $\\theta_i/t_i$ along the circle of each interval in radius\n",
    "- `ai`: The amplitude of each spike a\n",
    "- `bi`: The width of each wave b. By altering these 3 parameters we can change the shape of the 3D trajectory and thus change the waveform of the resulting ECG.\n",
    "\n",
    "![](3D.png)\n",
    "\n",
    "**Prebuilt Synthetic Data**\n",
    "Prebuilt synthetic data can be found at the following link\":\n",
    "- https://drive.google.com/drive/folders/1iqyAlyHAvNWdOvjEGn8Y6C8kItsdZ_GC?usp=sharing\n",
    "\n",
    "\n"
   ]
  }
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